As industries face stricter data privacy mandates, protecting sensitive information without limitinganalytics has become a top priority. This whitepaper explores a secure, scalable approach to column-level masking in Databricks, combining custom encryption logic, Unity Catalog governance, and secret-backed key management to meet compliance needs across finance, healthcare, and regulated sectors.